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I have run the melodic navigation stack on an Ubuntu Mate 18.04-based image published by Ubiquity Robotics.

I felt a lack of CPU power, not memory. In some cases, I had to reduce the frequency in the configuration, etc. to make it work.

Be careful when building something from the source, not the package, as it failed if you don't create a swap area.